Tumor markers (CA125: AUC = 0.848; HE4: AUC = 0.803) significantly outperformed inflammatory ratios (PLR: 0.795; SII: 0.788; MLR: 0.742; all p < 0.05), establishing their primacy in EOC diagnosis. Here, MUC16 is linked to neoplasm.